Pandas Profiling Report

Dataset statistics

Number of variables	42
Number of observations	22544
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	3
Duplicate rows (%)	< 0.1%
Total size in memory	7.2 MiB
Average record size in memory	336.0 B

Variable types

Numeric	26
Categorical	16

Alerts

`num_outbound_cmds` has constant value "0"	Constant
Dataset has 3 (< 0.1%) duplicate rows	Duplicates
`service` has a high cardinality: 64 distinct values	High cardinality
`src_bytes` is highly overall correlated with `dst_bytes` and 9 other fields	High correlation
`dst_bytes` is highly overall correlated with `src_bytes` and 7 other fields	High correlation
`hot` is highly overall correlated with `num_compromised`	High correlation
`num_compromised` is highly overall correlated with `hot` and 2 other fields	High correlation
`num_root` is highly overall correlated with `su_attempted` and 1 other fields	High correlation
`count` is highly overall correlated with `srv_count` and 3 other fields	High correlation
`srv_count` is highly overall correlated with `count`	High correlation
`serror_rate` is highly overall correlated with `srv_serror_rate` and 2 other fields	High correlation
`srv_serror_rate` is highly overall correlated with `serror_rate` and 2 other fields	High correlation
`rerror_rate` is highly overall correlated with `src_bytes` and 8 other fields	High correlation
`srv_rerror_rate` is highly overall correlated with `src_bytes` and 7 other fields	High correlation
`same_srv_rate` is highly overall correlated with `src_bytes` and 12 other fields	High correlation
`diff_srv_rate` is highly overall correlated with `src_bytes` and 10 other fields	High correlation
`dst_host_count` is highly overall correlated with `dst_host_same_src_port_rate` and 1 other fields	High correlation
`dst_host_srv_count` is highly overall correlated with `src_bytes` and 9 other fields	High correlation
`dst_host_same_srv_rate` is highly overall correlated with `src_bytes` and 11 other fields	High correlation
`dst_host_diff_srv_rate` is highly overall correlated with `src_bytes` and 6 other fields	High correlation
`dst_host_same_src_port_rate` is highly overall correlated with `dst_host_count` and 1 other fields	High correlation
`dst_host_srv_diff_host_rate` is highly overall correlated with `dst_host_count` and 1 other fields	High correlation
`dst_host_serror_rate` is highly overall correlated with `serror_rate` and 2 other fields	High correlation
`dst_host_srv_serror_rate` is highly overall correlated with `serror_rate` and 2 other fields	High correlation
`dst_host_rerror_rate` is highly overall correlated with `src_bytes` and 9 other fields	High correlation
`dst_host_srv_rerror_rate` is highly overall correlated with `src_bytes` and 6 other fields	High correlation
`protocol_type` is highly overall correlated with `service`	High correlation
`service` is highly overall correlated with `protocol_type` and 3 other fields	High correlation
`flag` is highly overall correlated with `logged_in` and 1 other fields	High correlation
`logged_in` is highly overall correlated with `count` and 6 other fields	High correlation
`su_attempted` is highly overall correlated with `num_compromised` and 2 other fields	High correlation
`num_access_files` is highly overall correlated with `num_compromised` and 2 other fields	High correlation
`is_guest_login` is highly overall correlated with `service`	High correlation
`class` is highly overall correlated with `same_srv_rate` and 6 other fields	High correlation
`protocol_type` is highly imbalanced (50.8%)	Imbalance
`flag` is highly imbalanced (54.4%)	Imbalance
`land` is highly imbalanced (99.6%)	Imbalance
`wrong_fragment` is highly imbalanced (97.1%)	Imbalance
`urgent` is highly imbalanced (99.7%)	Imbalance
`num_failed_logins` is highly imbalanced (93.5%)	Imbalance
`root_shell` is highly imbalanced (97.5%)	Imbalance
`su_attempted` is highly imbalanced (99.8%)	Imbalance
`num_shells` is highly imbalanced (99.5%)	Imbalance
`num_access_files` is highly imbalanced (98.6%)	Imbalance
`is_host_login` is highly imbalanced (99.4%)	Imbalance
`is_guest_login` is highly imbalanced (81.4%)	Imbalance
`src_bytes` is highly skewed (γ1 = 117.4855361)	Skewed
`dst_bytes` is highly skewed (γ1 = 47.50250475)	Skewed
`hot` is highly skewed (γ1 = 63.45658245)	Skewed
`num_compromised` is highly skewed (γ1 = 91.49689495)	Skewed
`num_root` is highly skewed (γ1 = 91.22542536)	Skewed
`num_file_creations` is highly skewed (γ1 = 143.2395924)	Skewed
`duration` has 19018 (84.4%) zeros	Zeros
`src_bytes` has 7626 (33.8%) zeros	Zeros
`dst_bytes` has 9366 (41.5%) zeros	Zeros
`hot` has 21537 (95.5%) zeros	Zeros
`num_compromised` has 22175 (98.4%) zeros	Zeros
`num_root` has 22496 (99.8%) zeros	Zeros
`num_file_creations` has 22502 (99.8%) zeros	Zeros
`serror_rate` has 19194 (85.1%) zeros	Zeros
`srv_serror_rate` has 19631 (87.1%) zeros	Zeros
`rerror_rate` has 16781 (74.4%) zeros	Zeros
`srv_rerror_rate` has 16896 (74.9%) zeros	Zeros
`same_srv_rate` has 744 (3.3%) zeros	Zeros
`diff_srv_rate` has 15847 (70.3%) zeros	Zeros
`srv_diff_host_rate` has 17569 (77.9%) zeros	Zeros
`dst_host_same_srv_rate` has 1377 (6.1%) zeros	Zeros
`dst_host_diff_srv_rate` has 9194 (40.8%) zeros	Zeros
`dst_host_same_src_port_rate` has 12656 (56.1%) zeros	Zeros
`dst_host_srv_diff_host_rate` has 16330 (72.4%) zeros	Zeros
`dst_host_serror_rate` has 17926 (79.5%) zeros	Zeros
`dst_host_srv_serror_rate` has 18916 (83.9%) zeros	Zeros
`dst_host_rerror_rate` has 13369 (59.3%) zeros	Zeros
`dst_host_srv_rerror_rate` has 15293 (67.8%) zeros	Zeros

Reproduction

Analysis started	2023-02-20 09:32:59.344482
Analysis finished	2023-02-20 09:36:23.164437
Duration	3 minutes and 23.82 seconds
Software version	pandas-profiling vv3.6.2
Download configuration	config.json

duration
Real number (ℝ)

Distinct	624
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	218.85908

Minimum	0
Maximum	57715
Zeros	19018
Zeros (%)	84.4%
Negative	0
Negative (%)	0.0%
Memory size	176.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	283
Maximum	57715
Range	57715
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1407.1766
Coefficient of variation (CV)	6.4296014
Kurtosis	451.37284
Mean	218.85908
Median Absolute Deviation (MAD)	0
Skewness	15.452797
Sum	4933959
Variance	1980146
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	19018	84.4%
1	587	2.6%
4	539	2.4%
282	240	1.1%
280	216	1.0%
5	146	0.6%
281	145	0.6%
3	120	0.5%
2	103	0.5%
283	85	0.4%
Other values (614)	1345	6.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19018	84.4%
1	587	2.6%
2	103	0.5%
3	120	0.5%
4	539	2.4%
5	146	0.6%
6	35	0.2%
7	15	0.1%
8	15	0.1%
9	12	0.1%

Value	Count	Frequency (%)
57715	1	< 0.1%
54451	1	< 0.1%
53771	1	< 0.1%
47114	1	< 0.1%
42689	1	< 0.1%
38701	1	< 0.1%
22174	1	< 0.1%
20741	1	< 0.1%
16500	1	< 0.1%
13067	1	< 0.1%

protocol_type
Categorical

HIGH CORRELATION IMBALANCE

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	176.2 KiB

tcp	18880
udp	2621
icmp	1043

Length

Max length	4
Median length	3
Mean length	3.0462651
Min length	3

Characters and Unicode

Total characters	68675
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	tcp
2nd row	tcp
3rd row	tcp
4th row	icmp
5th row	tcp

Common Values

Value	Count	Frequency (%)
tcp	18880	83.7%
udp	2621	11.6%
icmp	1043	4.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
tcp	18880	83.7%
udp	2621	11.6%
icmp	1043	4.6%

Most occurring characters

Value	Count	Frequency (%)
p	22544	32.8%
c	19923	29.0%
t	18880	27.5%
u	2621	3.8%
d	2621	3.8%
i	1043	1.5%
m	1043	1.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	68675	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
p	22544	32.8%
c	19923	29.0%
t	18880	27.5%
u	2621	3.8%
d	2621	3.8%
i	1043	1.5%
m	1043	1.5%

Most occurring scripts

Value	Count	Frequency (%)
Latin	68675	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
p	22544	32.8%
c	19923	29.0%
t	18880	27.5%
u	2621	3.8%
d	2621	3.8%
i	1043	1.5%
m	1043	1.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	68675	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
p	22544	32.8%
c	19923	29.0%
t	18880	27.5%
u	2621	3.8%
d	2621	3.8%
i	1043	1.5%
m	1043	1.5%

service
Categorical

HIGH CARDINALITY HIGH CORRELATION

Distinct	64
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	176.2 KiB

http	7853
private	4774
telnet	1626
pop_3	1019
smtp	934
Other values (59)	6338

Length

Max length	11
Median length	10
Mean length	5.3288236
Min length	3

Characters and Unicode

Total characters	120133
Distinct characters	38
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	private
2nd row	private
3rd row	ftp_data
4th row	eco_i
5th row	telnet

Common Values

Value	Count	Frequency (%)
http	7853	34.8%
private	4774	21.2%
telnet	1626	7.2%
pop_3	1019	4.5%
smtp	934	4.1%
domain_u	894	4.0%
ftp_data	851	3.8%
other	838	3.7%
ecr_i	752	3.3%
ftp	692	3.1%
Other values (54)	2311	10.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
http	7853	34.8%
private	4774	21.2%
telnet	1626	7.2%
pop_3	1019	4.5%
smtp	934	4.1%
domain_u	894	4.0%
ftp_data	851	3.8%
other	838	3.7%
ecr_i	752	3.3%
ftp	692	3.1%
Other values (54)	2311	10.3%

Most occurring characters

Value	Count	Frequency (%)
t	28668	23.9%
p	18184	15.1%
e	10620	8.8%
h	9040	7.5%
a	8079	6.7%
i	7606	6.3%
r	6866	5.7%
v	4817	4.0%
_	4164	3.5%
o	3453	2.9%
Other values (28)	18636	15.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	114214	95.1%
Connector Punctuation	4164	3.5%
Decimal Number	1656	1.4%
Uppercase Letter	99	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	28668	25.1%
p	18184	15.9%
e	10620	9.3%
h	9040	7.9%
a	8079	7.1%
i	7606	6.7%
r	6866	6.0%
v	4817	4.2%
o	3453	3.0%
n	3446	3.0%
Other values (15)	13435	11.8%

Decimal Number

Value	Count	Frequency (%)
3	1100	66.4%
4	378	22.8%
9	45	2.7%
5	45	2.7%
0	45	2.7%
1	30	1.8%
2	13	0.8%

Uppercase Letter

Value	Count	Frequency (%)
Z	45	45.5%
X	15	15.2%
I	13	13.1%
R	13	13.1%
C	13	13.1%

Connector Punctuation

Value	Count	Frequency (%)
_	4164	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	114313	95.2%
Common	5820	4.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	28668	25.1%
p	18184	15.9%
e	10620	9.3%
h	9040	7.9%
a	8079	7.1%
i	7606	6.7%
r	6866	6.0%
v	4817	4.2%
o	3453	3.0%
n	3446	3.0%
Other values (20)	13534	11.8%

Common

Value	Count	Frequency (%)
_	4164	71.5%
3	1100	18.9%
4	378	6.5%
9	45	0.8%
5	45	0.8%
0	45	0.8%
1	30	0.5%
2	13	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	120133	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
t	28668	23.9%
p	18184	15.1%
e	10620	8.8%
h	9040	7.5%
a	8079	6.7%
i	7606	6.3%
r	6866	5.7%
v	4817	4.0%
_	4164	3.5%
o	3453	2.9%
Other values (28)	18636	15.5%

flag
Categorical

HIGH CORRELATION IMBALANCE

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	176.2 KiB

SF	14875
REJ	3850
S0	2013
RSTO	773
RSTR	669
Other values (6)	364

Length

Max length	6
Median length	2
Mean length	2.299237
Min length	2

Characters and Unicode

Total characters	51834
Distinct characters	12
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	REJ
2nd row	REJ
3rd row	SF
4th row	SF
5th row	RSTO

Common Values

Value	Count	Frequency (%)
SF	14875	66.0%
REJ	3850	17.1%
S0	2013	8.9%
RSTO	773	3.4%
RSTR	669	3.0%
S3	249	1.1%
SH	73	0.3%
S1	21	0.1%
S2	15	0.1%
OTH	4	< 0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
sf	14875	66.0%
rej	3850	17.1%
s0	2013	8.9%
rsto	773	3.4%
rstr	669	3.0%
s3	249	1.1%
sh	73	0.3%
s1	21	0.1%
s2	15	0.1%
oth	4	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
S	18692	36.1%
F	14875	28.7%
R	5963	11.5%
E	3850	7.4%
J	3850	7.4%
0	2015	3.9%
T	1448	2.8%
O	779	1.5%
3	249	0.5%
H	77	0.1%
Other values (2)	36	0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	49534	95.6%
Decimal Number	2300	4.4%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
S	18692	37.7%
F	14875	30.0%
R	5963	12.0%
E	3850	7.8%
J	3850	7.8%
T	1448	2.9%
O	779	1.6%
H	77	0.2%

Decimal Number

Value	Count	Frequency (%)
0	2015	87.6%
3	249	10.8%
1	21	0.9%
2	15	0.7%

Most occurring scripts

Value	Count	Frequency (%)
Latin	49534	95.6%
Common	2300	4.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
S	18692	37.7%
F	14875	30.0%
R	5963	12.0%
E	3850	7.8%
J	3850	7.8%
T	1448	2.9%
O	779	1.6%
H	77	0.2%

Common

Value	Count	Frequency (%)
0	2015	87.6%
3	249	10.8%
1	21	0.9%
2	15	0.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	51834	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
S	18692	36.1%
F	14875	28.7%
R	5963	11.5%
E	3850	7.4%
J	3850	7.4%
0	2015	3.9%
T	1448	2.8%
O	779	1.5%
3	249	0.5%
H	77	0.1%
Other values (2)	36	0.1%

src_bytes
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	1149
Distinct (%)	5.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10395.45

Minimum	0
Maximum	62825648
Zeros	7626
Zeros (%)	33.8%
Negative	0
Negative (%)	0.0%
Memory size	176.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	54
Q3	287
95-th percentile	15876
Maximum	62825648
Range	62825648
Interquartile range (IQR)	287

Descriptive statistics

Standard deviation	472786.43
Coefficient of variation (CV)	45.48013
Kurtosis	14714.398
Mean	10395.45
Median Absolute Deviation (MAD)	54
Skewness	117.48554
Sum	2.3435503 × 10⁸
Variance	2.2352701 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7626	33.8%
1	473	2.1%
105	362	1.6%
54540	325	1.4%
44	313	1.4%
1032	311	1.4%
2599	293	1.3%
32	247	1.1%
28	235	1.0%
12	229	1.0%
Other values (1139)	12130	53.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7626	33.8%
1	473	2.1%
2	1	< 0.1%
5	9	< 0.1%
6	17	0.1%
7	11	< 0.1%
8	53	0.2%
9	13	0.1%
10	16	0.1%
11	8	< 0.1%

Value	Count	Frequency (%)
62825648	1	< 0.1%
31645608	1	< 0.1%
6291668	1	< 0.1%
3886954	1	< 0.1%
3131464	1	< 0.1%
2194619	1	< 0.1%
1262796	1	< 0.1%
501760	2	< 0.1%
294812	1	< 0.1%
286040	1	< 0.1%

dst_bytes
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	3650
Distinct (%)	16.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2056.0188

Minimum	0
Maximum	1345927
Zeros	9366
Zeros (%)	41.5%
Negative	0
Negative (%)	0.0%
Memory size	176.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	46
Q3	601
95-th percentile	8314
Maximum	1345927
Range	1345927
Interquartile range (IQR)	601

Descriptive statistics

Standard deviation	21219.298
Coefficient of variation (CV)	10.320576
Kurtosis	2629.4807
Mean	2056.0188
Median Absolute Deviation (MAD)	46
Skewness	47.502505
Sum	46350888
Variance	4.5025859 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9366	41.5%
44	819	3.6%
93	708	3.1%
1	362	1.6%
174	329	1.5%
8314	319	1.4%
293	285	1.3%
15	206	0.9%
597	197	0.9%
146	161	0.7%
Other values (3640)	9792	43.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9366	41.5%
1	362	1.6%
3	6	< 0.1%
4	10	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
12	11	< 0.1%
15	206	0.9%
17	4	< 0.1%
22	2	< 0.1%

Value	Count	Frequency (%)
1345927	1	< 0.1%
1288652	1	< 0.1%
1285078	1	< 0.1%
1171108	1	< 0.1%
925244	1	< 0.1%
834163	1	< 0.1%
537280	1	< 0.1%
511712	1	< 0.1%
383476	1	< 0.1%
364200	1	< 0.1%

land
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	176.2 KiB

0	22537
1	7

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	22544
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	22537	> 99.9%
1	7	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	22537	> 99.9%
1	7	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	22537	> 99.9%
1	7	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	22544	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	22537	> 99.9%
1	7	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	22544	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	22537	> 99.9%
1	7	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	22544	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	22537	> 99.9%
1	7	< 0.1%

wrong_fragment
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	176.2 KiB

0	22444
1	55
3	45

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	22544
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	22444	99.6%
1	55	0.2%
3	45	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	22444	99.6%
1	55	0.2%
3	45	0.2%

Most occurring characters

Value	Count	Frequency (%)
0	22444	99.6%
1	55	0.2%
3	45	0.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	22544	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	22444	99.6%
1	55	0.2%
3	45	0.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	22544	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	22444	99.6%
1	55	0.2%
3	45	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	22544	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	22444	99.6%
1	55	0.2%
3	45	0.2%

urgent
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	176.2 KiB

0	22534
1	5
2	4
3	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	22544
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	22534	> 99.9%
1	5	< 0.1%
2	4	< 0.1%
3	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	22534	> 99.9%
1	5	< 0.1%
2	4	< 0.1%
3	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	22534	> 99.9%
1	5	< 0.1%
2	4	< 0.1%
3	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	22544	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	22534	> 99.9%
1	5	< 0.1%
2	4	< 0.1%
3	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	22544	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	22534	> 99.9%
1	5	< 0.1%
2	4	< 0.1%
3	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	22544	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	22534	> 99.9%
1	5	< 0.1%
2	4	< 0.1%
3	1	< 0.1%

hot
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	16
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1053939

Minimum	0
Maximum	101
Zeros	21537
Zeros (%)	95.5%
Negative	0
Negative (%)	0.0%
Memory size	176.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	101
Range	101
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.92842804
Coefficient of variation (CV)	8.8091253
Kurtosis	6342.2106
Mean	0.1053939
Median Absolute Deviation (MAD)	0
Skewness	63.456582
Sum	2376
Variance	0.86197862
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
0	21537	95.5%
2	846	3.8%
1	90	0.4%
4	20	0.1%
3	12	0.1%
5	11	< 0.1%
7	9	< 0.1%
6	6	< 0.1%
18	3	< 0.1%
22	2	< 0.1%
Other values (6)	8	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	21537	95.5%
1	90	0.4%
2	846	3.8%
3	12	0.1%
4	20	0.1%
5	11	< 0.1%
6	6	< 0.1%
7	9	< 0.1%
10	2	< 0.1%
11	1	< 0.1%

Value	Count	Frequency (%)
101	1	< 0.1%
30	2	< 0.1%
22	2	< 0.1%
19	1	< 0.1%
18	3	< 0.1%
15	1	< 0.1%
11	1	< 0.1%
10	2	< 0.1%
7	9	< 0.1%
6	6	< 0.1%

num_failed_logins
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	176.2 KiB

0	22066
1	473
3	3
2	1
4	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	22544
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	22066	97.9%
1	473	2.1%
3	3	< 0.1%
2	1	< 0.1%
4	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	22066	97.9%
1	473	2.1%
3	3	< 0.1%
2	1	< 0.1%
4	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	22066	97.9%
1	473	2.1%
3	3	< 0.1%
2	1	< 0.1%
4	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	22544	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	22066	97.9%
1	473	2.1%
3	3	< 0.1%
2	1	< 0.1%
4	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	22544	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	22066	97.9%
1	473	2.1%
3	3	< 0.1%
2	1	< 0.1%
4	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	22544	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	22066	97.9%
1	473	2.1%
3	3	< 0.1%
2	1	< 0.1%
4	1	< 0.1%

logged_in
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	176.2 KiB

0	12575
1	9969

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	22544
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	12575	55.8%
1	9969	44.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	12575	55.8%
1	9969	44.2%

Most occurring characters

Value	Count	Frequency (%)
0	12575	55.8%
1	9969	44.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	22544	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	12575	55.8%
1	9969	44.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	22544	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	12575	55.8%
1	9969	44.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	22544	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	12575	55.8%
1	9969	44.2%

num_compromised
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	23
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.11989886

Minimum	0
Maximum	796
Zeros	22175
Zeros (%)	98.4%
Negative	0
Negative (%)	0.0%
Memory size	176.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	796
Range	796
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7.2695972
Coefficient of variation (CV)	60.631077
Kurtosis	8930.6074
Mean	0.11989886
Median Absolute Deviation (MAD)	0
Skewness	91.496895
Sum	2703
Variance	52.847044
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	22175	98.4%
1	325	1.4%
2	11	< 0.1%
4	4	< 0.1%
8	4	< 0.1%
3	3	< 0.1%
5	3	< 0.1%
14	2	< 0.1%
49	2	< 0.1%
6	2	< 0.1%
Other values (13)	13	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	22175	98.4%
1	325	1.4%
2	11	< 0.1%
3	3	< 0.1%
4	4	< 0.1%
5	3	< 0.1%
6	2	< 0.1%
7	1	< 0.1%
8	4	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
796	1	< 0.1%
611	1	< 0.1%
381	1	< 0.1%
165	1	< 0.1%
57	1	< 0.1%
49	2	< 0.1%
36	1	< 0.1%
25	1	< 0.1%
23	1	< 0.1%
15	1	< 0.1%

root_shell
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	176.2 KiB

0	22489
1	55

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	22544
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	22489	99.8%
1	55	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	22489	99.8%
1	55	0.2%

Most occurring characters

Value	Count	Frequency (%)
0	22489	99.8%
1	55	0.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	22544	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	22489	99.8%
1	55	0.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	22544	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	22489	99.8%
1	55	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	22544	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	22489	99.8%
1	55	0.2%

su_attempted
Categorical

HIGH CORRELATION IMBALANCE

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	176.2 KiB

0	22540
2	2
1	2

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	22544
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	22540	> 99.9%
2	2	< 0.1%
1	2	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	22540	> 99.9%
2	2	< 0.1%
1	2	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	22540	> 99.9%
2	2	< 0.1%
1	2	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	22544	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	22540	> 99.9%
2	2	< 0.1%
1	2	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	22544	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	22540	> 99.9%
2	2	< 0.1%
1	2	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	22544	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	22540	> 99.9%
2	2	< 0.1%
1	2	< 0.1%

num_root
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	20
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.11466466

Minimum	0
Maximum	878
Zeros	22496
Zeros (%)	99.8%
Negative	0
Negative (%)	0.0%
Memory size	176.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	878
Range	878
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	8.0416137
Coefficient of variation (CV)	70.131582
Kurtosis	8908.3227
Mean	0.11466466
Median Absolute Deviation (MAD)	0
Skewness	91.225425
Sum	2585
Variance	64.667551
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0	22496	99.8%
1	14	0.1%
3	7	< 0.1%
4	6	< 0.1%
2	4	< 0.1%
7	2	< 0.1%
8	2	< 0.1%
173	1	< 0.1%
17	1	< 0.1%
23	1	< 0.1%
Other values (10)	10	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	22496	99.8%
1	14	0.1%
2	4	< 0.1%
3	7	< 0.1%
4	6	< 0.1%
5	1	< 0.1%
7	2	< 0.1%
8	2	< 0.1%
9	1	< 0.1%
17	1	< 0.1%

Value	Count	Frequency (%)
878	1	< 0.1%
684	1	< 0.1%
401	1	< 0.1%
173	1	< 0.1%
145	1	< 0.1%
51	1	< 0.1%
45	1	< 0.1%
31	1	< 0.1%
26	1	< 0.1%
23	1	< 0.1%

num_file_creations
Real number (ℝ)

SKEWED ZEROS

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.008738467

Minimum	0
Maximum	100
Zeros	22502
Zeros (%)	99.8%
Negative	0
Negative (%)	0.0%
Memory size	176.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	100
Range	100
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.67684167
Coefficient of variation (CV)	77.455425
Kurtosis	21133.551
Mean	0.008738467
Median Absolute Deviation (MAD)	0
Skewness	143.23959
Sum	197
Variance	0.45811465
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	22502	99.8%
1	17	0.1%
2	9	< 0.1%
4	6	< 0.1%
3	5	< 0.1%
5	2	< 0.1%
100	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	22502	99.8%
1	17	0.1%
2	9	< 0.1%
3	5	< 0.1%
4	6	< 0.1%
5	2	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
100	1	< 0.1%

Value	Count	Frequency (%)
100	1	< 0.1%
7	1	< 0.1%
6	1	< 0.1%
5	2	< 0.1%
4	6	< 0.1%
3	5	< 0.1%
2	9	< 0.1%
1	17	0.1%
0	22502	99.8%

num_shells
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	176.2 KiB

0	22525
1	15
2	3
5	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	22544
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	22525	99.9%
1	15	0.1%
2	3	< 0.1%
5	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	22525	99.9%
1	15	0.1%
2	3	< 0.1%
5	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	22525	99.9%
1	15	0.1%
2	3	< 0.1%
5	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	22544	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	22525	99.9%
1	15	0.1%
2	3	< 0.1%
5	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	22544	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	22525	99.9%
1	15	0.1%
2	3	< 0.1%
5	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	22544	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	22525	99.9%
1	15	0.1%
2	3	< 0.1%
5	1	< 0.1%

num_access_files
Categorical

HIGH CORRELATION IMBALANCE

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	176.2 KiB

0	22472
1	67
2	3
3	1
4	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	22544
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	22472	99.7%
1	67	0.3%
2	3	< 0.1%
3	1	< 0.1%
4	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	22472	99.7%
1	67	0.3%
2	3	< 0.1%
3	1	< 0.1%
4	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	22472	99.7%
1	67	0.3%
2	3	< 0.1%
3	1	< 0.1%
4	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	22544	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	22472	99.7%
1	67	0.3%
2	3	< 0.1%
3	1	< 0.1%
4	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	22544	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	22472	99.7%
1	67	0.3%
2	3	< 0.1%
3	1	< 0.1%
4	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	22544	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	22472	99.7%
1	67	0.3%
2	3	< 0.1%
3	1	< 0.1%
4	1	< 0.1%

num_outbound_cmds
Categorical

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	176.2 KiB

0	22544

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	22544
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	22544	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	22544	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	22544	100.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	22544	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	22544	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	22544	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	22544	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	22544	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	22544	100.0%

is_host_login
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	176.2 KiB

0	22533
1	11

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	22544
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	22533	> 99.9%
1	11	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	22533	> 99.9%
1	11	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	22533	> 99.9%
1	11	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	22544	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	22533	> 99.9%
1	11	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	22544	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	22533	> 99.9%
1	11	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	22544	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	22533	> 99.9%
1	11	< 0.1%

is_guest_login
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	176.2 KiB

0	21903
1	641

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	22544
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	21903	97.2%
1	641	2.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	21903	97.2%
1	641	2.8%

Most occurring characters

Value	Count	Frequency (%)
0	21903	97.2%
1	641	2.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	22544	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	21903	97.2%
1	641	2.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	22544	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	21903	97.2%
1	641	2.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	22544	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	21903	97.2%
1	641	2.8%

count
Real number (ℝ)

Distinct	495
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	79.028345

Minimum	0
Maximum	511
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	176.2 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1
median	8
Q3	123.25
95-th percentile	400.85
Maximum	511
Range	511
Interquartile range (IQR)	122.25

Descriptive statistics

Standard deviation	128.53925
Coefficient of variation (CV)	1.6264955
Kurtosis	3.0264487
Mean	79.028345
Median Absolute Deviation (MAD)	7
Skewness	1.9092954
Sum	1781615
Variance	16522.338
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	5819	25.8%
2	1777	7.9%
3	1295	5.7%
4	931	4.1%
5	616	2.7%
6	381	1.7%
511	337	1.5%
10	337	1.5%
8	335	1.5%
7	334	1.5%
Other values (485)	10382	46.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	5819	25.8%
2	1777	7.9%
3	1295	5.7%
4	931	4.1%
5	616	2.7%
6	381	1.7%
7	334	1.5%
8	335	1.5%
9	331	1.5%

Value	Count	Frequency (%)
511	337	1.5%
510	114	0.5%
509	94	0.4%
508	51	0.2%
507	16	0.1%
506	14	0.1%
505	17	0.1%
504	4	< 0.1%
503	14	0.1%
502	3	< 0.1%

srv_count
Real number (ℝ)

Distinct	457
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	31.124379

Minimum	0
Maximum	511
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	176.2 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1
median	6
Q3	16
95-th percentile	185
Maximum	511
Range	511
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	89.062532
Coefficient of variation (CV)	2.8615039
Kurtosis	18.924916
Mean	31.124379
Median Absolute Deviation (MAD)	5
Skewness	4.3544292
Sum	701668
Variance	7932.1346
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	5945	26.4%
2	1911	8.5%
3	1400	6.2%
4	1048	4.6%
5	874	3.9%
6	693	3.1%
9	626	2.8%
7	593	2.6%
10	590	2.6%
8	579	2.6%
Other values (447)	8285	36.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	5945	26.4%
2	1911	8.5%
3	1400	6.2%
4	1048	4.6%
5	874	3.9%
6	693	3.1%
7	593	2.6%
8	579	2.6%
9	626	2.8%

Value	Count	Frequency (%)
511	250	1.1%
510	80	0.4%
509	64	0.3%
508	27	0.1%
507	14	0.1%
506	12	0.1%
505	13	0.1%
504	1	< 0.1%
503	11	< 0.1%
502	2	< 0.1%

serror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	88
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.10292362

Minimum	0
Maximum	1
Zeros	19194
Zeros (%)	85.1%
Negative	0
Negative (%)	0.0%
Memory size	176.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.29536686
Coefficient of variation (CV)	2.8697676
Kurtosis	5.1227744
Mean	0.10292362
Median Absolute Deviation (MAD)	0
Skewness	2.651837
Sum	2320.31
Variance	0.087241583
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	19194	85.1%
1	2104	9.3%
0.03	104	0.5%
0.02	94	0.4%
0.04	90	0.4%
0.01	88	0.4%
0.05	86	0.4%
0.06	73	0.3%
0.07	66	0.3%
0.08	64	0.3%
Other values (78)	581	2.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19194	85.1%
0.01	88	0.4%
0.02	94	0.4%
0.03	104	0.5%
0.04	90	0.4%
0.05	86	0.4%
0.06	73	0.3%
0.07	66	0.3%
0.08	64	0.3%
0.09	40	0.2%

Value	Count	Frequency (%)
1	2104	9.3%
0.92	1	< 0.1%
0.91	1	< 0.1%
0.9	2	< 0.1%
0.89	3	< 0.1%
0.88	4	< 0.1%
0.87	7	< 0.1%
0.86	5	< 0.1%
0.85	8	< 0.1%
0.84	5	< 0.1%

srv_serror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	82
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.10363511

Minimum	0
Maximum	1
Zeros	19631
Zeros (%)	87.1%
Negative	0
Negative (%)	0.0%
Memory size	176.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.29833161
Coefficient of variation (CV)	2.878673
Kurtosis	4.9626034
Mean	0.10363511
Median Absolute Deviation (MAD)	0
Skewness	2.6234744
Sum	2336.35
Variance	0.089001748
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	19631	87.1%
1	2165	9.6%
0.03	81	0.4%
0.02	60	0.3%
0.33	42	0.2%
0.17	33	0.1%
0.2	32	0.1%
0.06	30	0.1%
0.25	27	0.1%
0.01	26	0.1%
Other values (72)	417	1.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19631	87.1%
0.01	26	0.1%
0.02	60	0.3%
0.03	81	0.4%
0.04	22	0.1%
0.05	22	0.1%
0.06	30	0.1%
0.07	18	0.1%
0.08	23	0.1%
0.09	16	0.1%

Value	Count	Frequency (%)
1	2165	9.6%
0.94	2	< 0.1%
0.93	1	< 0.1%
0.92	1	< 0.1%
0.9	2	< 0.1%
0.89	1	< 0.1%
0.88	4	< 0.1%
0.87	6	< 0.1%
0.86	3	< 0.1%
0.85	3	< 0.1%

rerror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	90
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.23846301

Minimum	0
Maximum	1
Zeros	16781
Zeros (%)	74.4%
Negative	0
Negative (%)	0.0%
Memory size	176.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.25
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.25

Descriptive statistics

Standard deviation	0.41611764
Coefficient of variation (CV)	1.7449987
Kurtosis	-0.49056924
Mean	0.23846301
Median Absolute Deviation (MAD)	0
Skewness	1.2106484
Sum	5375.91
Variance	0.17315389
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16781	74.4%
1	4184	18.6%
0.97	114	0.5%
0.5	113	0.5%
0.98	94	0.4%
0.96	90	0.4%
0.75	83	0.4%
0.95	82	0.4%
0.67	71	0.3%
0.93	71	0.3%
Other values (80)	861	3.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	16781	74.4%
0.08	1	< 0.1%
0.09	1	< 0.1%
0.1	4	< 0.1%
0.11	7	< 0.1%
0.12	6	< 0.1%
0.13	6	< 0.1%
0.14	5	< 0.1%
0.15	7	< 0.1%
0.16	5	< 0.1%

Value	Count	Frequency (%)
1	4184	18.6%
0.99	51	0.2%
0.98	94	0.4%
0.97	114	0.5%
0.96	90	0.4%
0.95	82	0.4%
0.94	64	0.3%
0.93	71	0.3%
0.92	70	0.3%
0.91	48	0.2%

srv_rerror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	93
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.23517876

Minimum	0
Maximum	1
Zeros	16896
Zeros (%)	74.9%
Negative	0
Negative (%)	0.0%
Memory size	176.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.0725
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.0725

Descriptive statistics

Standard deviation	0.41621494
Coefficient of variation (CV)	1.7697812
Kurtosis	-0.41200873
Mean	0.23517876
Median Absolute Deviation (MAD)	0
Skewness	1.2433525
Sum	5301.87
Variance	0.17323488
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16896	74.9%
1	4698	20.8%
0.5	102	0.5%
0.97	76	0.3%
0.67	63	0.3%
0.98	50	0.2%
0.33	50	0.2%
0.94	27	0.1%
0.4	26	0.1%
0.75	24	0.1%
Other values (83)	532	2.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	16896	74.9%
0.02	3	< 0.1%
0.03	2	< 0.1%
0.04	1	< 0.1%
0.06	2	< 0.1%
0.07	4	< 0.1%
0.08	2	< 0.1%
0.09	1	< 0.1%
0.1	7	< 0.1%
0.11	6	< 0.1%

Value	Count	Frequency (%)
1	4698	20.8%
0.98	50	0.2%
0.97	76	0.3%
0.96	20	0.1%
0.95	15	0.1%
0.94	27	0.1%
0.93	16	0.1%
0.92	12	0.1%
0.91	13	0.1%
0.9	17	0.1%

same_srv_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	75
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.74034466

Minimum	0
Maximum	1
Zeros	744
Zeros (%)	3.3%
Negative	0
Negative (%)	0.0%
Memory size	176.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0.01
Q1	0.25
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.75

Descriptive statistics

Standard deviation	0.41249601
Coefficient of variation (CV)	0.55716754
Kurtosis	-0.90101957
Mean	0.74034466
Median Absolute Deviation (MAD)	0
Skewness	-1.012902
Sum	16690.33
Variance	0.17015296
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	15860	70.4%
0	744	3.3%
0.01	632	2.8%
0.02	510	2.3%
0.03	487	2.2%
0.5	453	2.0%
0.07	451	2.0%
0.05	446	2.0%
0.06	446	2.0%
0.04	436	1.9%
Other values (65)	2079	9.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	744	3.3%
0.01	632	2.8%
0.02	510	2.3%
0.03	487	2.2%
0.04	436	1.9%
0.05	446	2.0%
0.06	446	2.0%
0.07	451	2.0%
0.08	320	1.4%
0.09	206	0.9%

Value	Count	Frequency (%)
1	15860	70.4%
0.99	80	0.4%
0.98	1	< 0.1%
0.95	2	< 0.1%
0.94	1	< 0.1%
0.93	2	< 0.1%
0.92	6	< 0.1%
0.91	2	< 0.1%
0.9	1	< 0.1%
0.89	2	< 0.1%

diff_srv_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	99
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.094073811

Minimum	0
Maximum	1
Zeros	15847
Zeros (%)	70.3%
Negative	0
Negative (%)	0.0%
Memory size	176.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.06
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.06

Descriptive statistics

Standard deviation	0.25913762
Coefficient of variation (CV)	2.7546202
Kurtosis	7.3134959
Mean	0.094073811
Median Absolute Deviation (MAD)	0
Skewness	2.9967216
Sum	2120.8
Variance	0.067152307
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	15847	70.3%
0.06	2200	9.8%
1	1387	6.2%
0.07	1352	6.0%
0.08	349	1.5%
0.05	247	1.1%
0.09	220	1.0%
0.1	100	0.4%
0.67	97	0.4%
0.75	89	0.4%
Other values (89)	656	2.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	15847	70.3%
0.01	51	0.2%
0.02	38	0.2%
0.03	7	< 0.1%
0.05	247	1.1%
0.06	2200	9.8%
0.07	1352	6.0%
0.08	349	1.5%
0.09	220	1.0%
0.1	100	0.4%

Value	Count	Frequency (%)
1	1387	6.2%
0.99	3	< 0.1%
0.98	16	0.1%
0.97	24	0.1%
0.96	13	0.1%
0.95	3	< 0.1%
0.94	6	< 0.1%
0.93	4	< 0.1%
0.92	2	< 0.1%
0.91	5	< 0.1%

srv_diff_host_rate
Real number (ℝ)

Distinct	84
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.098110362

Minimum	0
Maximum	1
Zeros	17569
Zeros (%)	77.9%
Negative	0
Negative (%)	0.0%
Memory size	176.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2535453
Coefficient of variation (CV)	2.5842867
Kurtosis	6.7139241
Mean	0.098110362
Median Absolute Deviation (MAD)	0
Skewness	2.8154988
Sum	2211.8
Variance	0.064285219
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17569	77.9%
1	1223	5.4%
0.01	245	1.1%
0.67	223	1.0%
0.5	208	0.9%
0.12	198	0.9%
0.33	155	0.7%
0.1	139	0.6%
0.11	135	0.6%
0.2	135	0.6%
Other values (74)	2314	10.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	17569	77.9%
0.01	245	1.1%
0.02	26	0.1%
0.03	13	0.1%
0.04	33	0.1%
0.05	67	0.3%
0.06	73	0.3%
0.07	108	0.5%
0.08	96	0.4%
0.09	115	0.5%

Value	Count	Frequency (%)
1	1223	5.4%
0.96	4	< 0.1%
0.95	7	< 0.1%
0.94	6	< 0.1%
0.93	3	< 0.1%
0.92	8	< 0.1%
0.91	10	< 0.1%
0.9	4	< 0.1%
0.89	11	< 0.1%
0.88	8	< 0.1%

dst_host_count
Real number (ℝ)

Distinct	256
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	193.86941

Minimum	0
Maximum	255
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	176.2 KiB

Quantile statistics

Minimum	0
5-th percentile	6
Q1	121
median	255
Q3	255
95-th percentile	255
Maximum	255
Range	255
Interquartile range (IQR)	134

Descriptive statistics

Standard deviation	94.035663
Coefficient of variation (CV)	0.48504642
Kurtosis	-0.55629009
Mean	193.86941
Median Absolute Deviation (MAD)	0
Skewness	-1.09194
Sum	4370592
Variance	8842.7059
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
255	14637	64.9%
1	366	1.6%
2	236	1.0%
3	200	0.9%
4	182	0.8%
6	119	0.5%
5	115	0.5%
8	114	0.5%
7	110	0.5%
9	98	0.4%
Other values (246)	6367	28.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	366	1.6%
2	236	1.0%
3	200	0.9%
4	182	0.8%
5	115	0.5%
6	119	0.5%
7	110	0.5%
8	114	0.5%
9	98	0.4%

Value	Count	Frequency (%)
255	14637	64.9%
254	13	0.1%
253	14	0.1%
252	15	0.1%
251	11	< 0.1%
250	10	< 0.1%
249	13	0.1%
248	16	0.1%
247	12	0.1%
246	7	< 0.1%

dst_host_srv_count
Real number (ℝ)

Distinct	256
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	140.75053

Minimum	0
Maximum	255
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	176.2 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	15
median	168
Q3	255
95-th percentile	255
Maximum	255
Range	255
Interquartile range (IQR)	240

Descriptive statistics

Standard deviation	111.78397
Coefficient of variation (CV)	0.79419929
Kurtosis	-1.8336051
Mean	140.75053
Median Absolute Deviation (MAD)	87
Skewness	-0.13405817
Sum	3173080
Variance	12495.656
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
255	7528	33.4%
1	1595	7.1%
254	607	2.7%
253	398	1.8%
2	395	1.8%
4	348	1.5%
3	341	1.5%
18	330	1.5%
5	312	1.4%
6	308	1.4%
Other values (246)	10382	46.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1595	7.1%
2	395	1.8%
3	341	1.5%
4	348	1.5%
5	312	1.4%
6	308	1.4%
7	272	1.2%
8	308	1.4%
9	303	1.3%

Value	Count	Frequency (%)
255	7528	33.4%
254	607	2.7%
253	398	1.8%
252	110	0.5%
251	157	0.7%
250	69	0.3%
249	91	0.4%
248	89	0.4%
247	98	0.4%
246	72	0.3%

dst_host_same_srv_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	101
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.60872161

Minimum	0
Maximum	1
Zeros	1377
Zeros (%)	6.1%
Negative	0
Negative (%)	0.0%
Memory size	176.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.07
median	0.92
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.93

Descriptive statistics

Standard deviation	0.43568815
Coefficient of variation (CV)	0.71574287
Kurtosis	-1.7138115
Mean	0.60872161
Median Absolute Deviation (MAD)	0.08
Skewness	-0.38275992
Sum	13723.02
Variance	0.18982417
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	9800	43.5%
0	1377	6.1%
0.02	869	3.9%
0.07	806	3.6%
0.05	754	3.3%
0.04	740	3.3%
0.01	712	3.2%
0.99	536	2.4%
0.03	522	2.3%
0.06	476	2.1%
Other values (91)	5952	26.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1377	6.1%
0.01	712	3.2%
0.02	869	3.9%
0.03	522	2.3%
0.04	740	3.3%
0.05	754	3.3%
0.06	476	2.1%
0.07	806	3.6%
0.08	310	1.4%
0.09	75	0.3%

Value	Count	Frequency (%)
1	9800	43.5%
0.99	536	2.4%
0.98	212	0.9%
0.97	141	0.6%
0.96	245	1.1%
0.95	148	0.7%
0.94	76	0.3%
0.93	92	0.4%
0.92	84	0.4%
0.91	118	0.5%

dst_host_diff_srv_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	101
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.090539833

Minimum	0
Maximum	1
Zeros	9194
Zeros (%)	40.8%
Negative	0
Negative (%)	0.0%
Memory size	176.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.01
Q3	0.06
95-th percentile	0.75
Maximum	1
Range	1
Interquartile range (IQR)	0.06

Descriptive statistics

Standard deviation	0.22071685
Coefficient of variation (CV)	2.4377872
Kurtosis	9.4822165
Mean	0.090539833
Median Absolute Deviation (MAD)	0.01
Skewness	3.2556382
Sum	2041.13
Variance	0.048715926
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9194	40.8%
0.01	2085	9.2%
0.02	1860	8.3%
0.06	1839	8.2%
0.07	1509	6.7%
0.03	1108	4.9%
0.05	765	3.4%
1	556	2.5%
0.04	484	2.1%
0.08	475	2.1%
Other values (91)	2669	11.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9194	40.8%
0.01	2085	9.2%
0.02	1860	8.3%
0.03	1108	4.9%
0.04	484	2.1%
0.05	765	3.4%
0.06	1839	8.2%
0.07	1509	6.7%
0.08	475	2.1%
0.09	357	1.6%

Value	Count	Frequency (%)
1	556	2.5%
0.99	39	0.2%
0.98	33	0.1%
0.97	15	0.1%
0.96	19	0.1%
0.95	32	0.1%
0.94	39	0.2%
0.93	52	0.2%
0.92	32	0.1%
0.91	26	0.1%

dst_host_same_src_port_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	101
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.13226091

Minimum	0
Maximum	1
Zeros	12656
Zeros (%)	56.1%
Negative	0
Negative (%)	0.0%
Memory size	176.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.03
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.03

Descriptive statistics

Standard deviation	0.30626827
Coefficient of variation (CV)	2.315637
Kurtosis	3.3566675
Mean	0.13226091
Median Absolute Deviation (MAD)	0
Skewness	2.2562316
Sum	2981.69
Variance	0.093800251
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12656	56.1%
0.01	3234	14.3%
1	1708	7.6%
0.02	968	4.3%
0.03	521	2.3%
0.04	324	1.4%
0.05	248	1.1%
0.06	185	0.8%
0.08	153	0.7%
0.07	149	0.7%
Other values (91)	2398	10.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	12656	56.1%
0.01	3234	14.3%
0.02	968	4.3%
0.03	521	2.3%
0.04	324	1.4%
0.05	248	1.1%
0.06	185	0.8%
0.07	149	0.7%
0.08	153	0.7%
0.09	93	0.4%

Value	Count	Frequency (%)
1	1708	7.6%
0.99	107	0.5%
0.98	29	0.1%
0.97	30	0.1%
0.96	31	0.1%
0.95	33	0.1%
0.94	37	0.2%
0.93	42	0.2%
0.92	23	0.1%
0.91	26	0.1%

dst_host_srv_diff_host_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	58
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.019638485

Minimum	0
Maximum	1
Zeros	16330
Zeros (%)	72.4%
Negative	0
Negative (%)	0.0%
Memory size	176.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.01
95-th percentile	0.06
Maximum	1
Range	1
Interquartile range (IQR)	0.01

Descriptive statistics

Standard deviation	0.085393883
Coefficient of variation (CV)	4.3482929
Kurtosis	88.744338
Mean	0.019638485
Median Absolute Deviation (MAD)	0
Skewness	8.775721
Sum	442.73
Variance	0.0072921152
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16330	72.4%
0.02	1487	6.6%
0.01	1117	5.0%
0.03	986	4.4%
0.04	904	4.0%
0.05	452	2.0%
0.06	256	1.1%
0.07	153	0.7%
1	108	0.5%
0.25	68	0.3%
Other values (48)	683	3.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	16330	72.4%
0.01	1117	5.0%
0.02	1487	6.6%
0.03	986	4.4%
0.04	904	4.0%
0.05	452	2.0%
0.06	256	1.1%
0.07	153	0.7%
0.08	55	0.2%
0.09	32	0.1%

Value	Count	Frequency (%)
1	108	0.5%
0.8	1	< 0.1%
0.75	2	< 0.1%
0.67	8	< 0.1%
0.62	1	< 0.1%
0.6	5	< 0.1%
0.57	2	< 0.1%
0.56	3	< 0.1%
0.55	2	< 0.1%
0.54	2	< 0.1%

dst_host_serror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	99
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.097813609

Minimum	0
Maximum	1
Zeros	17926
Zeros (%)	79.5%
Negative	0
Negative (%)	0.0%
Memory size	176.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.27313874
Coefficient of variation (CV)	2.7924411
Kurtosis	6.0321702
Mean	0.097813609
Median Absolute Deviation (MAD)	0
Skewness	2.7674769
Sum	2205.11
Variance	0.07460477
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17926	79.5%
1	1530	6.8%
0.01	660	2.9%
0.02	314	1.4%
0.05	142	0.6%
0.33	134	0.6%
0.04	130	0.6%
0.03	113	0.5%
0.07	90	0.4%
0.5	90	0.4%
Other values (89)	1415	6.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	17926	79.5%
0.01	660	2.9%
0.02	314	1.4%
0.03	113	0.5%
0.04	130	0.6%
0.05	142	0.6%
0.06	55	0.2%
0.07	90	0.4%
0.08	29	0.1%
0.09	42	0.2%

Value	Count	Frequency (%)
1	1530	6.8%
0.99	28	0.1%
0.98	20	0.1%
0.97	32	0.1%
0.96	15	0.1%
0.95	3	< 0.1%
0.94	1	< 0.1%
0.92	1	< 0.1%
0.91	6	< 0.1%
0.89	5	< 0.1%

dst_host_srv_serror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	101
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.099426011

Minimum	0
Maximum	1
Zeros	18916
Zeros (%)	83.9%
Negative	0
Negative (%)	0.0%
Memory size	176.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.28186628
Coefficient of variation (CV)	2.834935
Kurtosis	5.4716814
Mean	0.099426011
Median Absolute Deviation (MAD)	0
Skewness	2.6814941
Sum	2241.46
Variance	0.079448599
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	18916	83.9%
1	1694	7.5%
0.01	497	2.2%
0.02	214	0.9%
0.03	48	0.2%
0.06	31	0.1%
0.05	28	0.1%
0.34	28	0.1%
0.55	24	0.1%
0.07	23	0.1%
Other values (91)	1041	4.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	18916	83.9%
0.01	497	2.2%
0.02	214	0.9%
0.03	48	0.2%
0.04	23	0.1%
0.05	28	0.1%
0.06	31	0.1%
0.07	23	0.1%
0.08	16	0.1%
0.09	9	< 0.1%

Value	Count	Frequency (%)
1	1694	7.5%
0.99	2	< 0.1%
0.98	17	0.1%
0.97	6	< 0.1%
0.96	6	< 0.1%
0.95	3	< 0.1%
0.94	4	< 0.1%
0.93	3	< 0.1%
0.92	4	< 0.1%
0.91	2	< 0.1%

dst_host_rerror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	101
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.23338494

Minimum	0
Maximum	1
Zeros	13369
Zeros (%)	59.3%
Negative	0
Negative (%)	0.0%
Memory size	176.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.36
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.36

Descriptive statistics

Standard deviation	0.3872288
Coefficient of variation (CV)	1.6591851
Kurtosis	-0.25752505
Mean	0.23338494
Median Absolute Deviation (MAD)	0
Skewness	1.2562211
Sum	5261.43
Variance	0.14994615
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	13369	59.3%
1	2915	12.9%
0.01	695	3.1%
0.02	560	2.5%
0.04	270	1.2%
0.11	197	0.9%
0.07	195	0.9%
0.05	192	0.9%
0.06	186	0.8%
0.03	172	0.8%
Other values (91)	3793	16.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	13369	59.3%
0.01	695	3.1%
0.02	560	2.5%
0.03	172	0.8%
0.04	270	1.2%
0.05	192	0.9%
0.06	186	0.8%
0.07	195	0.9%
0.08	73	0.3%
0.09	75	0.3%

Value	Count	Frequency (%)
1	2915	12.9%
0.99	111	0.5%
0.98	53	0.2%
0.97	43	0.2%
0.96	105	0.5%
0.95	110	0.5%
0.94	49	0.2%
0.93	102	0.5%
0.92	29	0.1%
0.91	59	0.3%

dst_host_srv_rerror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	100
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.22668293

Minimum	0
Maximum	1
Zeros	15293
Zeros (%)	67.8%
Negative	0
Negative (%)	0.0%
Memory size	176.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.17
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.17

Descriptive statistics

Standard deviation	0.40087488
Coefficient of variation (CV)	1.7684387
Kurtosis	-0.17835669
Mean	0.22668293
Median Absolute Deviation (MAD)	0
Skewness	1.3144105
Sum	5110.34
Variance	0.16070067
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	15293	67.8%
1	4203	18.6%
0.01	444	2.0%
0.02	275	1.2%
0.03	229	1.0%
0.05	127	0.6%
0.06	110	0.5%
0.07	107	0.5%
0.04	95	0.4%
0.98	89	0.4%
Other values (90)	1572	7.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	15293	67.8%
0.01	444	2.0%
0.02	275	1.2%
0.03	229	1.0%
0.04	95	0.4%
0.05	127	0.6%
0.06	110	0.5%
0.07	107	0.5%
0.08	44	0.2%
0.09	26	0.1%

Value	Count	Frequency (%)
1	4203	18.6%
0.98	89	0.4%
0.97	55	0.2%
0.96	13	0.1%
0.95	13	0.1%
0.94	13	0.1%
0.93	8	< 0.1%
0.92	5	< 0.1%
0.91	6	< 0.1%
0.9	9	< 0.1%

class
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	176.2 KiB

anomaly	12833
normal	9711

Length

Max length	7
Median length	7
Mean length	6.5692424
Min length	6

Characters and Unicode

Total characters	148097
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	anomaly
2nd row	anomaly
3rd row	normal
4th row	anomaly
5th row	anomaly

Common Values

Value	Count	Frequency (%)
anomaly	12833	56.9%
normal	9711	43.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
anomaly	12833	56.9%
normal	9711	43.1%

Most occurring characters

Value	Count	Frequency (%)
a	35377	23.9%
n	22544	15.2%
o	22544	15.2%
m	22544	15.2%
l	22544	15.2%
y	12833	8.7%
r	9711	6.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	148097	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	35377	23.9%
n	22544	15.2%
o	22544	15.2%
m	22544	15.2%
l	22544	15.2%
y	12833	8.7%
r	9711	6.6%

Most occurring scripts

Value	Count	Frequency (%)
Latin	148097	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	35377	23.9%
n	22544	15.2%
o	22544	15.2%
m	22544	15.2%
l	22544	15.2%
y	12833	8.7%
r	9711	6.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	148097	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	35377	23.9%
n	22544	15.2%
o	22544	15.2%
m	22544	15.2%
l	22544	15.2%
y	12833	8.7%
r	9711	6.6%

Auto

Heatmap
Table

	duration	src_bytes	dst_bytes	hot	num_compromised	num_root	num_file_creations	count	srv_count	serror_rate	srv_serror_rate	rerror_rate	srv_rerror_rate	same_srv_rate	diff_srv_rate	srv_diff_host_rate	dst_host_count	dst_host_srv_count	dst_host_same_srv_rate	dst_host_diff_srv_rate	dst_host_same_src_port_rate	dst_host_srv_diff_host_rate	dst_host_serror_rate	dst_host_srv_serror_rate	dst_host_rerror_rate	dst_host_srv_rerror_rate	protocol_type	service	flag	land	wrong_fragment	urgent	num_failed_logins	logged_in	root_shell	su_attempted	num_shells	num_access_files	is_host_login	is_guest_login	class
duration	1.000	0.154	0.037	0.300	-0.001	0.099	0.095	-0.379	-0.306	-0.089	-0.052	-0.025	-0.036	0.211	-0.178	-0.087	0.024	-0.074	-0.068	0.143	-0.130	-0.081	0.065	0.087	0.159	0.003	0.043	0.212	0.143	0.000	0.000	0.000	0.000	0.131	0.119	0.447	0.000	0.225	0.000	0.018	0.126
src_bytes	0.154	1.000	0.605	0.182	0.201	0.053	0.044	-0.280	0.148	-0.391	-0.342	-0.500	-0.504	0.677	-0.657	0.167	-0.310	0.622	0.662	-0.597	0.308	0.289	-0.387	-0.338	-0.504	-0.531	0.000	0.205	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
dst_bytes	0.037	0.605	1.000	0.238	0.207	0.064	0.055	-0.406	-0.024	-0.377	-0.321	-0.528	-0.529	0.588	-0.560	0.278	-0.335	0.636	0.614	-0.574	0.090	0.348	-0.320	-0.276	-0.475	-0.489	0.000	0.134	0.094	0.000	0.000	0.000	0.000	0.016	0.141	0.353	0.000	0.181	0.000	0.000	0.018
hot	0.300	0.182	0.238	1.000	0.570	0.116	0.144	-0.201	-0.165	-0.084	-0.077	-0.089	-0.089	0.130	-0.126	-0.026	0.034	-0.042	-0.026	0.051	-0.089	-0.108	-0.007	-0.050	0.048	-0.021	0.000	0.039	0.000	0.000	0.000	0.000	0.136	0.022	0.053	0.000	0.000	0.235	0.000	0.099	0.018
num_compromised	-0.001	0.201	0.207	0.570	1.000	0.232	0.175	-0.063	-0.006	-0.048	-0.044	-0.042	-0.041	0.082	-0.082	0.062	0.070	0.060	0.058	-0.045	-0.092	-0.071	-0.025	-0.008	0.059	0.088	0.000	0.000	0.000	0.000	0.000	0.258	0.000	0.007	0.269	0.707	0.000	0.580	0.000	0.000	0.006
num_root	0.099	0.053	0.064	0.116	0.232	1.000	0.489	-0.060	-0.058	-0.019	-0.018	-0.027	-0.027	0.029	-0.029	-0.019	-0.018	-0.048	-0.034	0.021	0.003	-0.007	-0.010	-0.005	-0.014	-0.013	0.000	0.000	0.000	0.000	0.000	0.447	0.000	0.010	0.301	0.707	0.000	0.543	0.000	0.000	0.008
num_file_creations	0.095	0.044	0.055	0.144	0.175	0.489	1.000	-0.055	-0.053	-0.018	-0.017	-0.025	-0.025	0.026	-0.025	-0.014	-0.026	-0.038	-0.024	0.024	0.007	-0.004	0.005	0.010	-0.010	-0.009	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
count	-0.379	-0.280	-0.406	-0.201	-0.063	-0.060	-0.055	1.000	0.590	0.281	0.162	0.386	0.389	-0.629	0.553	-0.237	0.421	-0.175	-0.256	0.177	-0.178	-0.333	0.137	0.071	0.242	0.293	0.266	0.350	0.256	0.000	0.077	0.000	0.047	0.593	0.028	0.000	0.000	0.000	0.000	0.117	0.414
srv_count	-0.306	0.148	-0.024	-0.165	-0.006	-0.058	-0.053	0.590	1.000	-0.009	0.077	0.043	0.039	0.050	-0.055	0.223	0.120	0.407	0.353	-0.366	0.028	-0.027	-0.095	-0.026	-0.119	-0.039	0.479	0.283	0.095	0.000	0.093	0.000	0.012	0.244	0.000	0.000	0.000	0.000	0.000	0.051	0.145
serror_rate	-0.089	-0.391	-0.377	-0.084	-0.048	-0.019	-0.018	0.281	-0.009	1.000	0.873	0.002	0.024	-0.368	0.341	-0.164	0.208	-0.303	-0.343	0.335	-0.260	-0.197	0.809	0.740	0.033	0.059	0.111	0.162	0.335	0.051	0.000	0.000	0.015	0.302	0.000	0.000	0.000	0.000	0.000	0.057	0.299
srv_serror_rate	-0.052	-0.342	-0.321	-0.077	-0.044	-0.018	-0.017	0.162	0.077	0.873	1.000	-0.062	-0.086	-0.238	0.225	-0.085	0.159	-0.208	-0.249	0.243	-0.214	-0.152	0.723	0.812	-0.039	-0.041	0.111	0.131	0.336	0.050	0.000	0.000	0.014	0.299	0.000	0.000	0.000	0.000	0.000	0.057	0.298
rerror_rate	-0.025	-0.500	-0.528	-0.089	-0.042	-0.027	-0.025	0.386	0.043	0.002	-0.062	1.000	0.972	-0.631	0.609	-0.098	0.288	-0.500	-0.561	0.475	-0.352	-0.246	-0.021	-0.102	0.826	0.881	0.181	0.266	0.330	0.000	0.019	0.000	0.027	0.369	0.021	0.000	0.000	0.000	0.000	0.097	0.492
srv_rerror_rate	-0.036	-0.504	-0.529	-0.089	-0.041	-0.027	-0.025	0.389	0.039	0.024	-0.086	0.972	1.000	-0.625	0.598	-0.094	0.282	-0.499	-0.558	0.471	-0.345	-0.240	-0.003	-0.119	0.809	0.899	0.179	0.216	0.338	0.000	0.018	0.000	0.026	0.369	0.020	0.000	0.000	0.000	0.000	0.097	0.483
same_srv_rate	0.211	0.677	0.588	0.130	0.082	0.029	0.026	-0.629	0.050	-0.368	-0.238	-0.631	-0.625	1.000	-0.963	0.219	-0.375	0.714	0.770	-0.673	0.333	0.325	-0.288	-0.185	-0.552	-0.561	0.124	0.347	0.300	0.000	0.023	0.000	0.043	0.533	0.025	0.000	0.000	0.000	0.000	0.099	0.514
diff_srv_rate	-0.178	-0.657	-0.560	-0.126	-0.082	-0.029	-0.025	0.553	-0.055	0.341	0.225	0.609	0.598	-0.963	1.000	-0.155	0.344	-0.680	-0.738	0.663	-0.290	-0.290	0.276	0.173	0.528	0.536	0.155	0.253	0.126	0.000	0.000	0.000	0.012	0.213	0.000	0.000	0.000	0.000	0.000	0.035	0.217
srv_diff_host_rate	-0.087	0.167	0.278	-0.026	0.062	-0.019	-0.014	-0.237	0.223	-0.164	-0.085	-0.098	-0.094	0.219	-0.155	1.000	-0.267	0.258	0.262	-0.252	0.101	0.313	-0.137	-0.117	-0.177	-0.114	0.096	0.249	0.116	0.058	0.200	0.000	0.028	0.317	0.000	0.000	0.000	0.000	0.000	0.076	0.341
dst_host_count	0.024	-0.310	-0.335	0.034	0.070	-0.018	-0.026	0.421	0.120	0.208	0.159	0.288	0.282	-0.375	0.344	-0.267	1.000	-0.174	-0.379	0.315	-0.676	-0.848	0.219	0.177	0.395	0.330	0.147	0.196	0.126	0.018	0.083	0.016	0.033	0.341	0.030	0.029	0.006	0.011	0.037	0.063	0.386
dst_host_srv_count	-0.074	0.622	0.636	-0.042	0.060	-0.048	-0.038	-0.175	0.407	-0.303	-0.208	-0.500	-0.499	0.714	-0.680	0.258	-0.174	1.000	0.906	-0.849	0.158	0.282	-0.293	-0.193	-0.538	-0.480	0.148	0.378	0.271	0.015	0.078	0.014	0.071	0.588	0.027	0.000	0.032	0.018	0.023	0.249	0.597
dst_host_same_srv_rate	-0.068	0.662	0.614	-0.026	0.058	-0.034	-0.024	-0.256	0.353	-0.343	-0.249	-0.561	-0.558	0.770	-0.738	0.262	-0.379	0.906	1.000	-0.918	0.334	0.406	-0.346	-0.236	-0.630	-0.554	0.168	0.403	0.297	0.000	0.065	0.042	0.118	0.568	0.042	0.017	0.031	0.033	0.028	0.317	0.583
dst_host_diff_srv_rate	0.143	-0.597	-0.574	0.051	-0.045	0.021	0.024	0.177	-0.366	0.335	0.243	0.475	0.471	-0.673	0.663	-0.252	0.315	-0.849	-0.918	1.000	-0.269	-0.387	0.353	0.252	0.596	0.484	0.125	0.259	0.158	0.000	0.027	0.057	0.023	0.217	0.055	0.000	0.000	0.042	0.050	0.091	0.206
dst_host_same_src_port_rate	-0.130	0.308	0.090	-0.089	-0.092	0.003	0.007	-0.178	0.028	-0.260	-0.214	-0.352	-0.345	0.333	-0.290	0.101	-0.676	0.158	0.334	-0.269	1.000	0.556	-0.269	-0.240	-0.449	-0.411	0.483	0.256	0.118	0.022	0.141	0.027	0.028	0.291	0.000	0.000	0.000	0.022	0.042	0.063	0.230
dst_host_srv_diff_host_rate	-0.081	0.289	0.348	-0.108	-0.071	-0.007	-0.004	-0.333	-0.027	-0.197	-0.152	-0.246	-0.240	0.325	-0.290	0.313	-0.848	0.282	0.406	-0.387	0.556	1.000	-0.193	-0.160	-0.348	-0.282	0.301	0.320	0.040	0.110	0.384	0.015	0.000	0.131	0.015	0.000	0.088	0.044	0.000	0.022	0.102
dst_host_serror_rate	0.065	-0.387	-0.320	-0.007	-0.025	-0.010	0.005	0.137	-0.095	0.809	0.723	-0.021	-0.003	-0.288	0.276	-0.137	0.219	-0.293	-0.346	0.353	-0.269	-0.193	1.000	0.830	0.080	0.080	0.112	0.216	0.332	0.042	0.051	0.009	0.020	0.317	0.000	0.000	0.054	0.000	0.000	0.060	0.321
dst_host_srv_serror_rate	0.087	-0.338	-0.276	-0.050	-0.008	-0.005	0.010	0.071	-0.026	0.740	0.812	-0.102	-0.119	-0.185	0.173	-0.117	0.177	-0.193	-0.236	0.252	-0.240	-0.160	0.830	1.000	-0.015	-0.013	0.114	0.203	0.352	0.061	0.000	0.000	0.017	0.321	0.014	0.000	0.047	0.000	0.000	0.060	0.314
dst_host_rerror_rate	0.159	-0.504	-0.475	0.048	0.059	-0.014	-0.010	0.242	-0.119	0.033	-0.039	0.826	0.809	-0.552	0.528	-0.177	0.395	-0.538	-0.630	0.596	-0.449	-0.348	0.080	-0.015	1.000	0.868	0.176	0.255	0.342	0.000	0.035	0.000	0.042	0.409	0.011	0.000	0.000	0.012	0.000	0.074	0.516
dst_host_srv_rerror_rate	0.003	-0.531	-0.489	-0.021	0.088	-0.013	-0.009	0.293	-0.039	0.059	-0.041	0.881	0.899	-0.561	0.536	-0.114	0.330	-0.480	-0.554	0.484	-0.411	-0.282	0.080	-0.013	0.868	1.000	0.182	0.243	0.368	0.000	0.019	0.047	0.040	0.430	0.039	0.000	0.000	0.020	0.000	0.095	0.490
protocol_type	0.043	0.000	0.000	0.000	0.000	0.000	0.000	0.266	0.479	0.111	0.111	0.181	0.179	0.124	0.155	0.096	0.147	0.148	0.168	0.125	0.483	0.301	0.112	0.114	0.176	0.182	1.000	0.861	0.223	0.000	0.171	0.000	0.044	0.392	0.020	0.000	0.000	0.012	0.002	0.075	0.227
service	0.212	0.205	0.134	0.039	0.000	0.000	0.000	0.350	0.283	0.162	0.131	0.266	0.216	0.347	0.253	0.249	0.196	0.378	0.403	0.259	0.256	0.320	0.216	0.203	0.255	0.243	0.861	1.000	0.321	0.220	0.177	0.032	0.216	0.935	0.126	0.000	0.029	0.000	0.087	0.957	0.751
flag	0.143	0.000	0.094	0.000	0.000	0.000	0.000	0.256	0.095	0.335	0.336	0.330	0.338	0.300	0.126	0.116	0.126	0.271	0.297	0.158	0.118	0.040	0.332	0.352	0.342	0.368	0.223	0.321	1.000	0.052	0.027	0.000	0.043	0.574	0.029	0.000	0.000	0.000	0.000	0.121	0.606
land	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.051	0.050	0.000	0.000	0.000	0.000	0.058	0.018	0.015	0.000	0.000	0.022	0.110	0.042	0.061	0.000	0.000	0.000	0.220	0.052	1.000	0.000	0.000	0.000	0.011	0.000	0.000	0.000	0.000	0.000	0.000	0.011
wrong_fragment	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.077	0.093	0.000	0.000	0.019	0.018	0.023	0.000	0.200	0.083	0.078	0.065	0.027	0.141	0.384	0.051	0.000	0.035	0.019	0.171	0.177	0.027	0.000	1.000	0.000	0.000	0.059	0.000	0.000	0.000	0.000	0.000	0.006	0.038
urgent	0.000	0.000	0.000	0.000	0.258	0.447	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.016	0.014	0.042	0.057	0.027	0.015	0.009	0.000	0.000	0.047	0.000	0.032	0.000	0.000	0.000	1.000	0.000	0.021	0.385	0.000	0.200	0.165	0.000	0.000	0.014
num_failed_logins	0.000	0.000	0.000	0.136	0.000	0.000	0.000	0.047	0.012	0.015	0.014	0.027	0.026	0.043	0.012	0.028	0.033	0.071	0.118	0.023	0.028	0.000	0.020	0.017	0.042	0.040	0.044	0.216	0.043	0.000	0.000	0.000	1.000	0.128	0.000	0.000	0.000	0.019	0.000	0.153	0.126
logged_in	0.131	0.000	0.016	0.022	0.007	0.010	0.000	0.593	0.244	0.302	0.299	0.369	0.369	0.533	0.213	0.317	0.341	0.588	0.568	0.217	0.291	0.131	0.317	0.321	0.409	0.430	0.392	0.935	0.574	0.011	0.059	0.021	0.128	1.000	0.054	0.012	0.031	0.062	0.022	0.140	0.551
root_shell	0.119	0.000	0.141	0.053	0.269	0.301	0.000	0.028	0.000	0.000	0.000	0.021	0.020	0.025	0.000	0.000	0.030	0.027	0.042	0.055	0.000	0.015	0.000	0.014	0.011	0.039	0.020	0.126	0.029	0.000	0.000	0.385	0.000	0.054	1.000	0.213	0.374	0.294	0.060	0.000	0.007
su_attempted	0.447	0.000	0.353	0.000	0.707	0.707	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.029	0.000	0.017	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.012	0.213	1.000	0.128	0.504	0.000	0.000	0.006
num_shells	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.006	0.032	0.031	0.000	0.000	0.088	0.054	0.047	0.000	0.000	0.000	0.029	0.000	0.000	0.000	0.200	0.000	0.031	0.374	0.128	1.000	0.111	0.076	0.000	0.022
num_access_files	0.225	0.000	0.181	0.235	0.580	0.543	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.011	0.018	0.033	0.042	0.022	0.044	0.000	0.000	0.012	0.020	0.012	0.000	0.000	0.000	0.000	0.165	0.019	0.062	0.294	0.504	0.111	1.000	0.033	0.000	0.034
is_host_login	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.037	0.023	0.028	0.050	0.042	0.000	0.000	0.000	0.000	0.000	0.002	0.087	0.000	0.000	0.000	0.000	0.000	0.022	0.060	0.000	0.076	0.033	1.000	0.000	0.016
is_guest_login	0.018	0.000	0.000	0.099	0.000	0.000	0.000	0.117	0.051	0.057	0.057	0.097	0.097	0.099	0.035	0.076	0.063	0.249	0.317	0.091	0.063	0.022	0.060	0.060	0.074	0.095	0.075	0.957	0.121	0.000	0.006	0.000	0.153	0.140	0.000	0.000	0.000	0.000	0.000	1.000	0.125
class	0.126	0.000	0.018	0.018	0.006	0.008	0.000	0.414	0.145	0.299	0.298	0.492	0.483	0.514	0.217	0.341	0.386	0.597	0.583	0.206	0.230	0.102	0.321	0.314	0.516	0.490	0.227	0.751	0.606	0.011	0.038	0.014	0.126	0.551	0.007	0.006	0.022	0.034	0.016	0.125	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	duration	protocol_type	service	flag	src_bytes	dst_bytes	num_failed_logins	logged_in	is_guest_login	count	srv_count	srv_serror_rate	rerror_rate	srv_rerror_rate	same_srv_rate	diff_srv_rate	srv_diff_host_rate	dst_host_count	dst_host_srv_count	dst_host_same_srv_rate	dst_host_diff_srv_rate	dst_host_same_src_port_rate	dst_host_srv_diff_host_rate	dst_host_serror_rate	dst_host_srv_serror_rate	dst_host_rerror_rate	dst_host_srv_rerror_rate	class
0	0	tcp	private	REJ	0	0	0	0	0	229	10	0.00	1.0	1.0	0.04	0.06	0.00	255	10	0.04	0.06	0.00	0.00	0.00	0.00	1.00	1.00	anomaly
1	0	tcp	private	REJ	0	0	0	0	0	136	1	0.00	1.0	1.0	0.01	0.06	0.00	255	1	0.00	0.06	0.00	0.00	0.00	0.00	1.00	1.00	anomaly
2	2	tcp	ftp_data	SF	12983	0	0	0	0	1	1	0.00	0.0	0.0	1.00	0.00	0.00	134	86	0.61	0.04	0.61	0.02	0.00	0.00	0.00	0.00	normal
3	0	icmp	eco_i	SF	20	0	0	0	0	1	65	0.00	0.0	0.0	1.00	0.00	1.00	3	57	1.00	0.00	1.00	0.28	0.00	0.00	0.00	0.00	anomaly
4	1	tcp	telnet	RSTO	0	15	0	0	0	1	8	0.12	1.0	0.5	1.00	0.00	0.75	29	86	0.31	0.17	0.03	0.02	0.00	0.00	0.83	0.71	anomaly
5	0	tcp	http	SF	267	14515	0	1	0	4	4	0.00	0.0	0.0	1.00	0.00	0.00	155	255	1.00	0.00	0.01	0.03	0.01	0.00	0.00	0.00	normal
6	0	tcp	smtp	SF	1022	387	0	1	0	1	3	0.00	0.0	0.0	1.00	0.00	1.00	255	28	0.11	0.72	0.00	0.00	0.00	0.00	0.72	0.04	normal
7	0	tcp	telnet	SF	129	174	1	0	0	1	1	0.00	0.0	0.0	1.00	0.00	0.00	255	255	1.00	0.00	0.00	0.00	0.01	0.01	0.02	0.02	anomaly
8	0	tcp	http	SF	327	467	0	1	0	33	47	0.00	0.0	0.0	1.00	0.00	0.04	151	255	1.00	0.00	0.01	0.03	0.00	0.00	0.00	0.00	normal
9	0	tcp	ftp	SF	26	157	1	0	1	1	1	0.00	0.0	0.0	1.00	0.00	0.00	52	26	0.50	0.08	0.02	0.00	0.00	0.00	0.00	0.00	anomaly

	duration	protocol_type	service	flag	src_bytes	dst_bytes	hot	logged_in	num_compromised	count	srv_count	rerror_rate	srv_rerror_rate	same_srv_rate	diff_srv_rate	srv_diff_host_rate	dst_host_count	dst_host_srv_count	dst_host_same_srv_rate	dst_host_diff_srv_rate	dst_host_same_src_port_rate	dst_host_srv_diff_host_rate	dst_host_serror_rate	dst_host_rerror_rate	dst_host_srv_rerror_rate	class
22534	0	tcp	private	REJ	0	0	0	0	0	235	10	1.0	1.0	0.04	0.06	0.00	255	10	0.04	0.07	0.00	0.00	0.00	1.00	1.00	anomaly
22535	0	tcp	http	SF	280	6087	0	1	0	3	3	0.0	0.0	1.00	0.00	0.00	5	255	1.00	0.00	0.20	0.04	0.00	0.00	0.00	normal
22536	0	tcp	iso_tsap	REJ	0	0	0	0	0	127	18	1.0	1.0	0.14	0.06	0.00	255	18	0.07	0.05	0.00	0.00	0.00	1.00	1.00	anomaly
22537	1	tcp	smtp	SF	2599	293	0	1	0	2	2	0.0	0.0	1.00	0.00	0.00	255	186	0.73	0.13	0.00	0.00	0.00	0.26	0.00	anomaly
22538	0	icmp	ecr_i	SF	1032	0	0	0	0	53	53	0.0	0.0	1.00	0.00	0.00	255	255	1.00	0.00	1.00	0.00	0.00	0.00	0.00	anomaly
22539	0	tcp	smtp	SF	794	333	0	1	0	1	1	0.0	0.0	1.00	0.00	0.00	100	141	0.72	0.06	0.01	0.01	0.01	0.00	0.00	normal
22540	0	tcp	http	SF	317	938	0	1	0	2	11	0.0	0.0	1.00	0.00	0.18	197	255	1.00	0.00	0.01	0.01	0.01	0.00	0.00	normal
22541	0	tcp	http	SF	54540	8314	2	1	1	5	10	0.0	0.0	1.00	0.00	0.20	255	255	1.00	0.00	0.00	0.00	0.00	0.07	0.07	anomaly
22542	0	udp	domain_u	SF	42	42	0	0	0	4	6	0.0	0.0	1.00	0.00	0.33	255	252	0.99	0.01	0.00	0.00	0.00	0.00	0.00	normal
22543	0	tcp	sunrpc	REJ	0	0	0	0	0	4	10	1.0	1.0	0.25	1.00	1.00	255	21	0.08	0.03	0.00	0.00	0.00	0.44	1.00	anomaly

Most frequently occurring

	protocol_type	service	flag	count	srv_count	serror_rate	rerror_rate	srv_rerror_rate	diff_srv_rate	dst_host_count	dst_host_srv_count	dst_host_diff_srv_rate	dst_host_serror_rate	dst_host_rerror_rate	dst_host_srv_rerror_rate	class	# duplicates
0	tcp	other	REJ	482	1	0.05	0.95	1.0	1.0	255	1	1.0	0.07	0.93	1.0	anomaly	2
1	tcp	other	REJ	487	1	0.04	0.96	1.0	1.0	255	1	1.0	0.02	0.98	1.0	anomaly	2
2	tcp	other	REJ	509	1	0.05	0.95	1.0	1.0	255	1	1.0	0.03	0.97	1.0	anomaly	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Decimal Number

Uppercase Letter

Connector Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Decimal Number

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script